{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# FFT PSF - 3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from optiland.psf import FFTPSF\n",
    "from optiland.samples.objectives import TessarLens"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lens = TessarLens()\n",
    "lens.draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x550 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "psf = FFTPSF(lens, field=(0, 1), wavelength=0.55)\n",
    "psf.view(projection=\"3d\", num_points=256)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
